Documentation Index
Fetch the complete documentation index at: https://docs.parallel.ai/llms.txt
Use this file to discover all available pages before exploring further.
For AI agents: a documentation index is available at https://docs.parallel.ai/llms.txt. The full text of all docs is at https://docs.parallel.ai/llms-full.txt. You may also fetch any page as Markdown by appending
The Parallel extension for Pi adds .md to its URL or sending Accept: text/markdown.web_search and web_fetch tools to your Pi agent, backed by the Parallel Search and Extract APIs. Once configured, any requests to search the web or fetch a webpage will automatically use Parallel.

- More accurate and relevant search results
- Intelligent content extraction that understands page structure
- Extended excerpts optimized for LLM context windows
- Faster and more reliable than built-in alternatives
Setup
Authenticate
Choose one of the following authentication methods:Option A: Parallel OAuth login (recommended)Inside Pi, run:This opens your browser for Parallel OAuth. On success, the API key is stored in Pi’s auth store under the Get your API key at platform.parallel.ai.Stored Pi auth is preferred over
parallel provider key.If automatic callback capture does not complete, the extension falls back to asking you to paste the callback URL.Option B: Environment variablePARALLEL_API_KEY if both exist.Tools and commands
Once configured, Pi gains two Parallel-powered tools and a login command:| Name | Type | Description |
|---|---|---|
web_search | Tool | Web search with high-quality, LLM-optimized results. Requires search_queries. |
web_fetch | Tool | Intelligent content extraction from any URL. Accepts multiple URLs in a single call so the agent can batch extraction work. |
/parallel-login | Command | Browser-based Parallel OAuth login. Stores the resulting API key in Pi’s auth store. |
Notes
- The extension uses the
parallel-webTypeScript SDK directly. - Search requests use Parallel SDK
basicmode. - The extension modifies Pi’s system prompt so that grounding via web search is preferred over guessing when applicable.
Learn more
- Developer Tools overview for all integration options
- Agent Skills for other coding agents (Cursor, Cline, Copilot, etc.)
- Claude Code Plugin for the Claude Code integration
- OpenCode Plugin for the OpenCode integration